{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.1'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.__version__  # for the record\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "# daily.shape\n",
    "# daily.head(3)\n",
    "# daily.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplfinance as mpf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### 'yahoo' has a gray-ish grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='yahoo')#,gridcolor='black')\n",
    "mpf.plot(daily, type='candle',volume=True,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### `gridcolor='k' overrrides they gray with black:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DzsvM69sRsy1TAcVgnV17Rznlb0f5peed+tDy5I8kLaC9wGBmHg2sAzZERA24APhQZh4FJEWSBHgncGVmHgOcAVwCEBFPL5efAWwALomIZe0I2JZpE7ppCr9W8EktkrpJZk4APygXDyh/JoBB4JVl+WXAu4E/K9c9pixfBdxTvj4NuCIz9wLfjojbgeOAL7Q65oaS6Z49exgcHGx1DE3ZsWMHtVpt7g1nsHZtMcFBM8dY8o0dsHyWqhsfZ6JCbFV1ql4YvZNd5cuzf+rnANjyr3+/f2znL3y9VPo3tUHVz65mZ/22T6vqdnh4eHlE3FxXtCkz9zuDL1uQtwBPAS4GvgXcl5nj5SY7gTXl63cDwxHxa8DBwEll+RqgvmVTv09LNZRMBwYGGBnpjhZXrVarFMvk/aHNHGP5cbU558Md75J6alSVepnuOPfftmuOLduvVf+mVqn62dXsrN/2aVXdjo2NjWfm+tm2ycx9wLqIOAS4GnjaNJtNlL/PBLZk5gcj4jnAX0XEM4Els+zTUouqm7ffumclqd9l5n0RcSNQAw6JiOVl6/RwHu7OPYfimiiZ+YVyANNqipboEXWHq9+npRZVMoXuesLKJGdRai/rVeotEfFY4IEykR5I0W17AfBp4OUUI3rPAj5Z7nIX8DPAloh4GjAAfA+4FvhYRPwR8ATgKOCmdsS86JKpk8JLUtc7DLisvG66lGKk7nURcStwRUS8D/gS8Bfl9r8JfCQi3kLRjXt2OYjp6xFxJXArMA68sew+brlFlUz7eVJ4SeoXmbkdOGaa8jsoRuNOLb8VeN4Mx3o/8P5WxzjVokqm3WTF1qGHF8oJ2LfUl+HtKZLUK0ymHXTYylUzrnOiBEnqHSZTtYWDfiQtJibTDvJ5m5LUHxZtMq3acqo6Ktgp/CSpfyzaZFqFo4IlSfV8aoz2s2nTJrZv995bSWqEyVSSpIpMppIkVeQ104q8BUSSZMtUkqSKTKaSJFVkMpUkqSKTqSRJFZlMJUmqyGQqSVJFJlNJkioymUqSVFHPTNqwYuvQ/gWjdz6izKeuSJI6oWeSKcBhK1c99Hr30mWsrluefDaoJEkLraeSab9ySkJJ6m1eM5UkqSKTqSRJFZlMJUmqyGQqSVJFJlNJkioymUqSVJG3xkiSukpEDACfBVZS5KmrMnNjRBwJXAEcCvw78OrMvL/c5xXAu4EJ4CuZ+cqy/CzgneWh35eZl7UjZlumkqRusxcYzMyjgXXAhoioARcAH8rMo4AEzgGIiKOAtwPPy8xnAG8uyw8FNgLHA8cBGyMi2hGwyVSS1FUycyIzf1AuHlD+TACDwFVl+WXA6eXrXwYuzsws9/+vsvwU4IbMvLdcdwOwoR0x280rSeo6EbEMuAV4CnAx8C3gvswcLzfZCawpXz+13OdzwDLg3Zn5j+X6u+sOW79PSzWUTPfs2cPg4GA74pjb6J3sXrrsocXxu+5l93mXP7z+wX3Uzq91ILD+s2PHDmo167JdrN/2sn7bp1V1Ozw8vDwibq4r2pSZ+82rmpn7gHURcQhwNfC0aQ41Uf5eDhwFnAAcDvxrRDwTWDLLPi3VUDIdGBhgZGSkHXHMacXWof0mtt993uWsvujMh5Z37R1lxKfGtEStVuvY33kxsH7by/ptn1bV7djY2Hhmrp/Ptpl5X0TcCNSAQyJiedk6PRy4p9xsJzCSmQ8A346Ib1Ak150UCXbS4cCNlf8B0/CaqSSpq0TEY8sWKRFxIHAScBvwaeDl5WZnAZ8sX18DnFhuv5qi2/cO4Hrg5CgBJ5dlLec1U0lStzkMuKy8broUuDIzr4uIW4ErIuJ9wJeAvyi3n0yatwL7gLdm5vcBIuK9wLZyu/Mz8952BGwylSR1lczcDhwzTfkdFLe4TC2fAH6j/Jm6bjOwuQ1h7sduXkmSKjKZSpJUkclUkqSKTKaSJFVkMpUkqSKTqSRJFZlMJUmqyGQqSVJFJlNJkioymUqSVJHJVJKkikymkiRV1FMT3e/aO/rwwoP79l+WJKlDeiaZ3j/lwd+182s+DFyS1BXs5pUkqSKTqSRJFZlMJUmqyGQqSVJFJlNJkioymUqSVNG8b40ZHR1dCTA+Pt6+aBrwjGc8o2ti6TfWbXtZv+1l/baPdTuzJRMTE/PasEyme9obzvzt3buXlStXdjqMvmTdtpf1217Wb/u0sm5XrVq1pCUH6hLzTqYAo6OjEwcddFAbw5m/Wq3GyMhIp8PoS9Zte1m/7WX9tk+r6nZsbGxs1apVB7cgpK7hNVNJkioymUqSukpEbI6I/4qIr82wfklEXBQRt0fE9oj4ybp1Z0XEN8ufsxYqZpOpJKnbbAE2zLL+RcBR5c8Q8GcAEXEosBE4HjgO2BgR0dZISyZTSVJXyczPAvfOsslpwEczcyIzR4BDIuIw4BTghsy8NzMTuIHZk3LLmEwlSb1mDXB33fLOsmym8rZr6BFse/bsYXBwsF2xNGTHjh3UarVOh9GXrNv2sn7by/ptn1bV7fDw8PKIuLmuaFNmNvJMzeluq5mYpbztGkqmAwMDXTPk3OHv7WPdtpf1216drN+X3XLJrOs//uw3LFAk7dHCW2PGM3N9hUPsBI6oWz4cuKcsP2FK+Y2zHai8pjqemf9TIR67eSVJPeda4DXlqN4aMJqZu4DrgZOjBJxclu0nIp4QER+NiFFgN/D1iLgrIt4dEQc0E5DJVJLUVSLicuALwI9HxM6IOCcizo2Ic8tNtgJ3ALcDHwHeAJCZ9wLvBbaVP+eXZVP9NbA5M1cBvwB8HHgaRW/txc3E3FA3ryRJ7ZaZZ86xfgJ44wzrNgOb53iLH8nMG8vtPxER78jMHwLvjIgdTYRsMpUkLTrfi4hXAf8CvAz4Tygmg6DJHlu7eSVJi83rgJcAwxQTPLypLD8UeHszB7RlKklaVDLzLuAV05R/n+L6acNsmUqSFqWIeGpE/PPkHMARsTYi3tnMsUymkqTF6iMU3boPAGTmduCMZg5kMpUkLVYHZeZNU8rGmzmQyVSStFjtjognU045GBEvB3Y1cyAHIEmSFqs3ApuAn4iI7wDfBl7VzIFMppKkRSkz7wBOioiDgaVV5ue1m1eStKhl5g8nE2lEvLaZY5hMJUl62Hua2cluXknSohIR22dYtQR4fDPHNJlKkrpORGwALgSWAZdm5gemrP8QcGK5eBDwuMw8pFy3D/hque6uzHzJlMM/HjgFyCnlS4DPNxOvyVSS1FUiYhnFo9BeSPHA720RcW1m3jq5TWa+pW77XwOOqTvE/2bmulne4jrgUZn55Wne+8ZmYjaZSpK6zXHA7eVoWyLiCuA04NYZtj8T2Djfg2fmObOse2UDcT7EZCqpYcve8huzrt/3oT9aoEjUp9YAd9ct76R4ussjRMSTgCMpHqc2aSAibqaYzegDmXlNuwKd1FAy3bNnD4ODg+2KpSE7duygVqt1Ooy+ZN22Vz/U77bnPHfW9Z3893Wyftdc/JpZ1/f6371VdTs8PLy8THaTNmXmprrlJdPsNjHD4c4ArsrMfXVlT8zMeyLix4B/iYivZua3KoY9q4aS6cDAACMjI+2KpSG1Wq1rYuk31m179UX9ztEy7eS/r5P1+7JbLpl1fa//3VtVt2NjY+OZuX6WTXYCR9QtHw7cM8O2Z1DMZPSQzLyn/H1HeQ30GKCtydT7TCVJ3WYbcFREHBkRKygS5rVTN4qIHwcC+EJdWUTEyvL1auB5zHCtNSKePk3ZCc0E7DVTSVJXyczxiHgTcD3FrTGbM/PrEXE+cHNmTibWM4ErMrO+C/hpwIcj4kGKBuMH6kcBT3FlRPwV8AfAQPl7PfCcRmM2mUqSuk5mbgW2Til715Tld0+z3+eBZ83zbY4HLqC4t/TRwN9QtGQbZjevJGmxegD4X+BAipbptzPzwWYOZDKVJC1W2yiS6bHA84EzI+KqZg5kN68kabE6JzMnb9H5LnBaRLy6mQPZMpUkLUp1ibS+7K+aOZbJVJKkikymkiRVZDKVJC1aEfGkiDipfH1gRDy6meOYTCVJi1JE/DJwFfDhsuhwoKlJ8R3N2wSfmCFJfeGNFI97+yJAZn4zIh7XzIFMplKbTZ38fM3Fr9mv7OPPfsNChySpsDcz748IACJiOTM/nWZWJtMeN9dTKvyilqQZfSYifgc4MCJeCLwB+PtmDuQ1U0nSYvU24HvAV4FfoZgL+J3NHMiWaYfYopSkmUXEBuBCiqfGXJqZH5iy/mzgD4HvlEV/mpmXluvO4uGk+L7MvGy69yjn4f1I+VPJokqmJjBJ6n4RsQy4GHghxYPCt0XEtdM8Su1vM/NNU/Y9FNhI8Si1CeCWct+c5n1eDLwXeBJFPlwCTGTmYxqNeVElU6lXzXUiCPM7GXQk+vQ80e46xwG3Z+YdABFxBXAaMzzke4pTgBsy895y3xuADcDl02z7x8BLga9OeSZqwxpKpnv27GFwcLDK+zVtzcWvecRy/X+A77zxow0fY6parTavWLY957mVj9OqWFp1nHo7duxoaj9NrxV/o7mOMd/jtOKz28rjtEMzn99u/v/YTVr13TA8PLw8Iurnxd2UmZvqltcAd9ct76R49uhUL4uInwb+A3hLZt49w75rZgjlbuBrVRMpNJhMBwYGGBkZqfqeTZnrzHE+cbXiGADMcXa/kLG07N9Up1ardezv3I8W4rM73+O04rPb0uO0QTOf327+/9hNWvXdMDY2Np6Z62fZZMk0ZVMT3t8Dl2fm3og4F7gMGJznvpN+C9gaEZ8B9k4WZmbDXTR280rqCLucNYudwBF1y4cD99RvkJnfr1v8CHBB3b4nTNn3xhne5/3ADygeDL6i6WgxmUqSus824KiIOJJitO4ZwCvrN4iIwzJzV7n4EuC28vX1wO/F5EwMcDLw9hne59DMPLkVAZtMNecMPdB7AzAcUCL1rswcj4g3USTGZcDmzPx6RJwP3JyZ1wLnRcRLgHHgXuDsct97I+K9FAkZ4PzJwUjT+KeIODkzh6vGbDKVJHWdzNxKMYlCfdm76l6/nRlanJm5Gdg8j7d5I/BbEbEXeABvjVG/aNUtIJI0l8xs6nFr0zGZSupp/fYgAU8oF055W80jZOZnGz2WyVSagV9qUt97a93rAYrJIm6huMWmISZTSdKilJk/V78cEUcAf9DMsXxqjCRJhZ3AM5vZ0ZapJGlRiog/4eHZkZYC64CvNHMsk6laxhltJPWY+vmBxymmJ/xcMwcymUqSFqWZnnPaDJOpJGlRiYivMv3k95OTNqxt9JgmU0nSYvPiVh/QZCpJWlQy887J1xHxeODYcvGmzPyvZo7prTGSpK4TERsi4hsRcXtEvG2a9b8REbdGxPaI+OeIeFLdun0R8eXy59pZ3uMVwE3ALwCvAL4YES9vJl5bppLUh3p5dH1ELAMuBl5Ice/ntoi4NjNvrdvsS8D6zByLiF+lmGzhF8t1/5uZ6+bxVu8Ajp1sjUbEY4F/Aq5qNGZbppKkbnMccHtm3pGZ9wNXAKfVb5CZn87MsXJxhOIh4I1aOqVb9/s0mRdtmUqSus0a4O665Z3A8bNsfw7wqbrlgYi4meLe0Q9k5jUz7PePEXE9cHm5/ItMeezbfDWUTPfs2cPgYMPz/7bEmotfM+v6Wq22IMcA2Pac53ZNLAtRL/M9zkLUS6uOs1hjacXfqFXHaVUs3fTd0I9/63o7duxoar+phoeHl5fJbtKmzNxUt7xkmt2mu5WFiHgVsB54QV3xEzPznoj4MeBfIuKrmfmtqftm5lsj4qXA88v33JSZVzf674EGk+nAwAAjIyPNvE9lcz3BYz5xteIYAMxxLWIhY1mIepl3PAtQL606zmKNpRV/o5Ydp0WxdNN3Q1/+revUarWW5ICxsbHxzFw/yyY7gSPqlg8H7pm6UUScRHHd8wWZuXeyPDPvKX/fERE3AscA36rb70+Bj2Xm5zPzE8AnKvxzAK+ZSpK6zzbgqIg4MiJWAGcA+43KjYhjgA8DL6m/7hmFleXr1cDzgPqBSwDfBD4YEf8ZERdExHwGK83KZCpJ6iqZOQ68CbgeuA24MjO/HhHnR8RLys3+EHgU8HdTboF5GnBzRHwF+DTFNdNbpxz/wnr/kP4AAAktSURBVMx8DkXX8L3AX0bEbRHxroh4ajMxOwBJktR1MnMrUwYDZea76l6fNMN+nweeNc/3uBO4ALigbOluBjYCyxqN12QqSVqUIuIAYANFN/LPAJ8B3tPMsUymkqRFJSJeCJwJ/CzFDEhXAEOZ+cNmj2kylSQtNr8DfAz4P5l5bysOaDKVJC0qmXliq4/paF5JkioymUqSVJHJVJKkikymkiRVZDKVJKmiJRMT007EP63R0dEHgf9tXzjzNz4+vnz58uXjnY6jH1m37WX9tpf12z4trNsDV61a1VeNuYaSaTeJiJvneOqAmmTdtpf1217Wb/tYtzPrqzMDSZI6wWQqSVJFvZxMN829iZpk3baX9dte1m/7WLcz6NlrppIkdYtebplKktQV+jKZRsSSTsfQryJioNMxLAZ+hqXe0lfJNCJ+PCLWZOaEX0atFxEbgD+JiA9GxMpOx9OPIuJIgMz0+kuL+Z2gduqbZBoRLwH+GfjdiPgxE2prRcSJwIXA3wPPAzZ2NqL+ExGnAFdExOF+dlurfBj0OyLi/MkTQetYrdQXyTQiHg28Drgc+CZwngm1dco6fDnw4cy8FngzcFBEnBMRR0TEAZ2NsPdFxM8Bvwu8LTN32jJtnYh4EfAnwLeAE4FLwNa/WqtvRvNGxJOAe4GnAqcDjwb+NDNv72hgfSIiXgv8PPAJ4IPAZcBTgJ3AJZn5tQ6G17PKE5WDgO8AV2Xm6yPicOBngFXA1cB3M/OBDobZsyLiccDHgA9l5j+UJ37/RnHS8unORqd+0tPJNCKeCowCD2bm9+rK1wOnUSTU3waOBv4zM/+rI4H2qLJ+/xvYCzwIvAZYC0xk5lBELAW2AHdm5u92LNA+EBHPpuhC/wjwXODzQI2iNXVhZn6jg+H1rHLA3LEU9bk0Mx+IiL8BrszMT3Y2OvWTnu3mjYifBYaB9wD/GBHHTq7LzJuBTwJ3AZ8BbgAO7EScvWpK/d4AHJmZfwJcDIxHxBGZ+SDwBWBFRCzrXLS9qX5kdGbeArwY+B3gxszcCLwIOBT4xc5E2Lsi4skR8XjgwMz818zcV9e6vxNYUW53YkQc0bFA1Td6LplGxJKIWA28DXhdZp4L/DnFwI2fmdyuTKhHAI8HnpeZd3Yk4B4zTf3+CsWsJx+PiJOAO4AB4Ncj4veBXwcuy8x9HQu6B5XXSC+IiKdPlmXmvwNPyMz3R8SSupOVB7z2P3/lqPNPAB8APlH2sFD2pEDRrb4yIl4OfBjo3e45dY2eS6aZOZGZu4HtwPKIWJaZH6EYXXpp2cVLRKwCfgp4qdfz5m+G+t1EUb+bgB8F/oii+/Fg4LTMvLVjAfegiHgW8JfAeuDnIuJpk+smL1eUg+deB7wWuMbBMvMTEc8FLgLeQDFQ7p+AV5erJ3tP7gJ+E3gj8POZuXOh41T/Wd7pABpVnqEvBb4HvIDidhgy868j4lHAhRHxksz8fkQ8NzPv72C4PWeO+n0McClwamZ+rWw9+SXfuAcpum7vougB+IWI+LvMvA0gIg4EngGcA7xqslyzKz+7RwLvzszPlWW3AWcC1HXzfgd4HPBK61at0qst030Uw9t/Gnh3RCwvv9j/HLgNmOxydARkg+ao30uA2ylPwkykTbsN2JaZ36Toinwi8Iq6Lt8l5WWKF9urMn/l5/HjwGfrim+iGIgIQEQcDFwHPNtEqlbqidG8ky2gut8HlKPyDgP+Fvgc8EWKwRpvA57vyN35s347KyJ+HHgr8BXgCRSTYpxkr0p15YxSn8rMnyhv7zoBOCczxzsbmfpNT7RM61pAR5fLD0TE8szcBbwUSIouyV+kuEbqF30DrN/2mhw8NPX35OvytpfzKLp1zwTOM5HOz2x1W/o+8LXy+vO5wB+YSNUOPdMypbiB/VZgKDOvK8uXZuaDdS2qgzPzhx0NtgdZvwsjItZl5pdnWHc8cD1Fq9+u3QbNUbffBn4IvMLBcmqXrm2Z1p9hltfx7qOYbu2p5e0by8pbB+qNLWiQPcz6XThlfR4CbI2IF8+w2XeBo02kjZmrbiNiBcV90i8zkaqdujaZTnY9lveMTdpOMVXgEzJz32RCmNzWATHzZ/2213xOVuq3z8w7vRd6fuZbt2WPyv3Auc4gpXbrumRaf+2jfP2WiLg6IoaA/wCuBH4/Ilb45d4463dhNHKyosbMt27rTgKn9rBILddVyXTKfYtHAQdn5inAHwNrgJspru09ieI+MTXA+m0/T1bax7pVN+uqZFp3xvkGisepfSQihoGby7lK30wxA8+RdFnsvcD6bS9PVtrHulW364rRvBHx6Mz8n/L1T1E8e/B04B6Kx32dANQy84dRTA6+PDN/0Kl4e431u7DKk5VzKFpLP0IxZd0Po3h4wAaKJxo9PzPv6mCYPcm6VbfqeOsjIp4M/G48/NSXBD6fmf8JPJCZv8bD10PIzD1+0c+f9dt+UTycfvL1TwFDwMuAs4BvACPlbUX/QDE5w9P9sp8f61a9ouPJlKJr5kHg5yNiHcUDvk+JiBfXdev8Px6epFqNsX7byJOV9rFu1Us6lkzLe8MmHzv1VxTz6b6K4ov/LOAvI+JtEfEOim7IkQ6F2pOs3wXjyUr7WLfqGR25ZhrFczEvAT4F/DWwk+KZgucCK4ELKQbCnAIExfMynZR6nqzf9ouIQ8r7G4mIZwBnUDyA/v8CTwGuprgevYyiW/KMzPyPDoXbU6xb9aJOJdN1FC2h+4HfoXjA9AXAT1A8+utxwB9n5t0LHlwfsH7by5OV9rFu1as68jzTzPxyRPwk8Bngv4GTgROBZ1N07awDlkbEb1NcG+n8kOMeYv223W6Kx6a9Fvgm8DGKk5VHUZysvJXiZOWCjkXYu6xb9aSO3hpTDiz4J+DXM3NLOQ3Y0RRf/p/0jLMa67d9onj26GeA3wT+leJk5dU8fLJyIeDJShOsW/Wijt9nWn7hDwPvyOLh02oh67d9PFlpH+tWvabjyRQgIp4NbANen5mbOx1Pv7F+28eTlfaxbtVLuiKZAkTEMcCYT3doD+u3fTxZaR/rVr2ia5Kp1Ms8WWkf61a9wGQqSVJF3TCdoCRJPc1kKklSRSZTSZIqMplKklSRyVSSpIpMppIkVWQylSSpov8PxrCiFJF2UZ8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='yahoo',gridcolor='k')#,gridcolor='black')\n",
    "mpf.plot(daily, type='candle',volume=True,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 'charles' also has a gray-ish grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pizVYW2dbR9F3Q36lLKxac4qjbGPtT7TFup6juel6/3uqePP2cbGTvhvM7ATgBcB9gJcCpwOXrrnX64ZKWVi15hRH2caaradfTrd1tcUq5bJTvhvM7FGk929tAg6cAfwZcAHwvDzTKGVhrfoHWyRlG+ugOoaQktpB3w1vBVaAK4ET3b1jZv8GPDrvBEpZWJeWloCdtWtiVJRtrNZUHVDXhjC+/Q3L+nbQd8NPAZ8EbgFOzIZ9D3hi3gmUsrBOTZWy2aWgbGPdtDhfdBOGQsc1d54d9N0wB9ydtLBiZjXgEcD3806glEm5e9FNqCxlO3z9nTnYmafcbphIGeyg74ZPA7/Kj7ZWrwXuCrw37wRKeddld99JH/JIKVsRWc8O+m54FfB54A6AAfuAS4HX5Z1AKbdYJycni25CZSlbEVnPTvlucPf9ZvZo4CHAvYDvAFf4NtYqSllYu91u0U2oLGUrIuvZKd8NZvYQ0l2/F7r75WY2CTzFzG5y9yvyTKOUhbXRaBTdhMpStiKynh303fDXwH53/0cAd18xs1cAe4EH5ZlAKQtru90GoNVqFdyS6lG2sW5528eKboLIQHbQd8PxwL+vGfaf5OwcAkpaWHfAdVSFUbaxlK+U1Q5adn8A/JyZNdw9MbMG8Bjgh3knUMqzghcWFg53ryXDpWxjKV8pqx207P4r8OPAt8zsU8C3gPsBl+SdgLZY5QjjlG0Vr/kcp3yLpk4mymUHLbuvBn4WuC/pSUwA3wRek3cC2mKVIyjbWMpXymqUy66ZTZvZl8zsy2b2VTN7Yzb8JWZ2jZm5me3tG9/M7KzstavM7Kf7XjvDzL6Z/Zyx1d929xuBBwPPAn4P+AXSPoNvzNt+bbHKEZRtLOUrZTXiZTcBTnX3Q1mXgp/Ndst+jvQuM5esGf9JwAnZz8OA9wAPM7NZ4PXAyaR3qrnCzM539wOb/XF3bwMDn2moLVY5grKNpXylrEa57Hqqd/PiWvbj7n6lu39nnbc8Dfhg9r5Lgd1mdhxwGnCxu+/PiunFpPdWPYKZrZjZ2/t+X+9nOW/7t7XFurq6SqfTIUkSarUaKysrmBlmxvLyMvV6nU6nw8zMDAsLCxs+tlot2u02jUaDbrfLxMTE4enXajWSJKHZbLK4uLjuNJIkodVqMTc3x/T0NEtLS0xNTR3ucmtycpJut0uj0aDdbm/ZnmazWfg89T8WOU9JkjAzM8Pc3Fzh89TT6XQq8zlNTU2xsLBQqXkaxue0dhqDzlPP3NzcWPw/jdPndLTz1P/dcDTzNDs7i5ltWW+yjhmuID3W+S53/+Imo+8Dru97fkM2bKPht/tz2Q99j+uNk0spdwX3rqfaQRcsj0y73cbMqNfrRTelkhYXFw8vvyJlMszvhiRJ6tPT05f3DTrb3c/uH8fdV4ATzWw38Akze5C7f2WDSa5X9HyT4WsdD9za9/tRsW10fzgPHHu0f3AYFhfTe1nugAuVR26csq3iWcHjlO+wDOOM3mGdFVzFfMfFkLM9COzOO7KZvR5YcPc/yZ5/BzjZ3Xu3dnsfcIm7fzh7/nXgsb0fd/+19cZb5+9MARcBn3f31w40Z5T0GGuSJCRJUnQzKknZxlK+sZRvnFFma2Z3yrZUMbMm8HjS3o82cj7wvOzs4IcDB939e6RF8olmtsfM9pDerPyijSbi7svA/YG7HE37S1lYa7UatVqt6GZUkrLdmJ15yuGt6EEp31jKN86Isz0O+IyZXQVcRnoC0gVm9jIzuwG4G3CVmb0/G/9C0vumXgP8BfDrkN6pBnhzNo3LgDdlwzbzJuDpZvaY7IzkbSvlMdaVlZWimzCWhrE7rYrZjtMu5SrmO06Ub5xRZuvuVwEnrTP8LOCsdYY78BsbTOsc4Jxt/Pn3kB6H/Reg/0Qrd/dcNbOUhTXPGWUyGGUbS/nGUr5xdli2681stc8K3mEf8Egp2x/ZaLfv2uHb2RJWvrGUb5ydkG3Wm9Nvke42/j6wOsh0SllYl5dzX6cr26RsYynfWMo3TtWzzW5wfhGwJxt0vrs/Y5BplbKw6hrLOMo2lvKNpXzj7IBs3wLM9j1/qpmd5u4bnkW8kVKeFdzpdOh0OkU3o5KUbSzlG0v5xtkB2T4E+DJwJ9KO9y0btm2l3GJVR+ZxlG0s5bu+Yd0uTvnG2QHZ3hH4G3efM7O/7xu2baUsrL2+RaenpwtuSfVUJdv1Tjw6mpOOhqUq+Y4r5Rtnh2R7vJk9te/5ffufu/v5eSZSysK6A9acCqNsYynfWMo3zg7J9inZD6TXsq59Xt3rWHfImtPI9G/J3XNXuufjukNztxtvHDpYKDstu7GUb5wdkO13Wb+D/m0rZWHdIWtOhbilc2jrkWRgWnZjKd84Vc/W3e81rGmVsrDugDWnwuyd3gXAwqFiOjLPc2wUyrv1rGU3lvKNo2zzK2VhrfqaU5G0xRqrisvusM7oHYYq5jsulG1+pSysWnOKU/QWa9Vp2Y2lfOMo2/xKWVh1E+M4B5KFopswNtbubh7GXXK07MZSvnGUbX6lLKztdhuAZrNZcEuqZ3c9/ee5tVvpHlYKo2U3lvKNo2zzK2VhbTQaRTehsg6poIbSshtL+cZRtvmVsrB2u92im1BZjcnaUKYz6G7T/vHH6Qblw6JlN5byjaNs8ytlYZ2YKOW9A0ph2Qe6/aDkpGU3lvKNo2zzU1IiIiJDVMot1tVVbVX1nHvvB2w5bDvXGU7Z4Ota49rx/TjRshtL+cZRtvmVsrDWasM5Dii3l6zoOEokLbuxlG8cZZtfKXcFJ0lCkqgDgwi7atPsqukC8ChadmMp3zjKNr9SbrEO4zqq3u7SceqObRzMLy0W3YRK0zWAsZRvHGWbXykL6+Ji+uWvD/rIFYNhrCzsaaT9gY5DBxFVPB6rZTeW8o2jbPMrZWEdp86gq7blq074Y43TsltFyjeOss2vlIVVnUHHqUon/BEdTQxjC1rLbizlG0fZ5lfKwqo1pzjaYo2lZTeW8o2jbPMrZWHVmlOcqmyxjistu7GUbxxlm18pL7eZmZnR2lOQWzqHtNUaSMtuLOUbZ5TZmtm0mX3JzL5sZl81szdmw483sy+a2TfN7CNmVs+G38PMPmNmV5rZVWb25L5pvcrMrjGzr5vZaaNofykL68LCwuG1JxmuheWEhWVtrUbRshtL+cYZcbYJcKq7Pxg4ETjdzB4OvA34U3c/ATgAvDAb/38AH3X3k4DnAO8GMLMHZs9/AjgdeLeZTUY3flu7gldXV+l0OiRJQq1WY2VlBTPDzFheXqZer9PpdJiZmWFhYWHDx1arRbvdptFo0O12D3fuvLq6Sq1WI0kSms0mi4uL604jSRJarRZzc3NMT0+ztLTE1NQU7o67Mzk5SbfbpdFo0G63151Gz9zcHM1mc1vz9JHHnQ7zB2H3sdCcht3Hcu5PPgR27YJ2G+p1nvG/L9zWPPU/jnqe2u/81OFpNF/yJABuedvHbvc53XrrrZvO0z133ZFbOofYO73r8OP+5BCz9RkOdju0purcdttt25qn/sftfk7r5XK0y97Rfk5TU1MsLCzQ6XSOap6G+f80jGVvGJ/TMOYpSRJmZmaYm5urzDyNy+e0XraDzNPs7CxmtmmtcXcHervOatmPA6cCv5QNPxd4A/Ce7LU7ZMOPBW7Kfn8acJ67J8C3zewa4KHAFzZtwFEq5THW3g13dX/AIz3lss8eXniLtrCcsHAo4ZiaPqN+i4uLh5dfGb52u42ZUa/Xi25K5Qwz2yRJ6tPT05f3DTrb3c/uHyfbsrwCuC/wLuBbwLy7L2ej3ADsy35/A/BpM3spMAM8Phu+D7i0b7L97wlj6YpBLvOkawKF6xWOo9nffzTXn67X8f1aZb2udViXpozTvVTHqS3DWHZlY8o3zpCzPQjszjOime0GPgG8Dvgrd79vNvzuwIXu/pNm9tuk9eztZvazwF8CDwL+HPiCu38oe89fZu/5+DBmYiOl3GJdWloCtv8BD/tOMCLbNeiyK/ko3zhFZevu82Z2CfBwYLeZTWVbrXfjR7t8X0h6DBV3/4KZTQN7SbdQ7943uf73hCnlyUtTU1NMTZVynWBdduYp695yTYbD3/+Zsdhaheotu+NG+cYZZbZmdqdsSxUza5Lu2v0a8BngmdloZwCfzH7/LvC4bPwHANPAzcD5wHPMrGFmxwMnAF+Kbn8pl8Bt7L4WGStadmMp3zgjzvY44NzsOOsE6Rm/F5jZ1cB5ZvYHwJWku3wBXgH8hZm9nPREpudnJ0B91cw+ClwNLAO/4e4r0Y3fUYV12B3Wi2yXvvhjKd84o8zW3a8CTlpn+LWkZ/WuHX418MgNpvUW4C3DbuNmSllYJyfDL0MKt96u37XDxmX3pQxPFZbdcaZ84yjb/EpZWLvdbtFNEBmIlt1YyjeOss2vlIVV16+OP21tr0/LbizlG0fZ5lfKs4Lb7bYuspdS0rIbS/nGUbb5lXKLdRjXURV90lLE/UJl/On6yljKN46yza+UhbXo2xfp7GIZVNHLbtUp3zjKNr9SFlatOcVpv/NTRTeh0rTsxlK+cZRtfqUsrFpziqNsYynfWMo3jrLNr5SFVWtOcZRtLOUbS/nGUbb5lbKwjtOaU9WOrY5TtlWkfGMp3zjKNr9SFlatOcVRtrGUbyzlG0fZ5lfKwqo1pzjKNpbyjaV84yjb/EpZWJvNZtFNqCxlG0v5xlK+cZRtfqXseSlJEpIkKboZlaRsYynfWMo3jrLNr5RbrLVaregmVJayjaV8YynfOMo2v1IW1pWV8PvU7ljKNpbyjaV84yjb/EpZWM2s6CZUlrKNpXxjKd84yjY/FVY5grKNpXxjKd84yja/0hTW3h1gAO7a2g3ATYvzR4yju8McveXl5aKbUGnKN5byjaNs8ytNYe23uLxUdBMqq16vF92ESlO+sZRvHGWbXykL67G19ALl+aXFglsyHOO0pd3pdAD1shJF+cZSvnGUbX6lLKz7lxaKbkJl6Z8mlvKNpXzjKNv8SllYZxu7ALitq4uVh03dlsVSvrGUbxxlm18pC+stnUNFN6GytFYaS/nGUr5xlG1+pSyse6fTLdaFQ9piHTatlcZSvrGUbxxlm18pC6u2WONorTSW8o2lfOMo2/xKWVi1xRpHa6WxlG8s5RtH2eZXyrvb3NI5pK3WIDMzM1ozDaR8YynfOKPM1symzexLZvZlM/uqmb0xG368mX3RzL5pZh8xs3rfe55lZldn4/9t3/AzsvG/aWZnjKL92mKVI2itNJbyjaV844w42wQ41d0PmVkN+KyZfQr4beBP3f08M3sv8ELgPWZ2AvAq4JHufsDM7gxgZrPA64GTAQeuMLPz3f1AZONLucV6IFngQKJrWSO0Wi1arVbRzags5RtL+cYZZbae6u2WrGU/DpwKfCwbfi7w9Oz3XwXe1SuY7v7DbPhpwMXuvj977WLg9Oj2b2uLdXV1lU6nQ5Ik1Go1VlZWMDPMjOXlZer1Op1Oh5mZGRYWFjZ8bLVatNttGo0G3W6XiYmJw9Ov1WokSUKz2WRxcfFH751qsHd6F7d0DvGAY4/jYLfNnuUlDnY7tKbqLK0sc+utt+LuTE5O0u12aTQatNvtLdvTbDaLmacNHqenp1laWmJqagp3H+k8fe9736PVarG4uFiZeRqnz6nb7bK4uMhd73rXyszTOH1O/ctvVeZpXD6n9bIdZJ5mZ2dzdehvZpPAFcB9gXcB3wLm3b3XafENwL7s9/tl7/kcMAm8wd3/KXv9+r7J9r8nTCl3BbeXl1joJkzobgtDV6/XqdfruHvRTamker2uzswDafmNM8xskySpT09PX9436Gx3P7t/HHdfAU40s93AJ4AHrDOpXmOmgBOAxwJ3A/7dzB4ErFckwhcO20ZI88CxgW3ZVP/dbY5rps34XvvgEeOMU5+7ZTU/n94xaPfu3QW3pJqUbyzlG2fI2R4Eck/IzF4PLAK/D9zF3ZfN7GdJt0xPy463XuruH8jG/2fglaRbu49191/Lhr8PuMTdPzyMmdhIKY+xLvsqy75adDMqaWJi4vDuHBk+5RtL+cYZZbZmdqdsSxUzawKPB74GfAZ4ZjbaGcAns9//ATglG38v6a7ha1ZMnewAAB6sSURBVIGLgCea2R4z2wM8MRsWqpS7gkVEpNKOA87NjrNOAB919wvM7GrgPDP7A+BK4C+z8XsF9GpgBfhdd58DMLM3A5dl473J3fdHN76UhXXKtEYaZXVVewIiKd9YyjfOKLN196uAk9YZfi3w0HWGO+mlOL+9zmvnAOcENHNDpSysyUq36CZUVq1WK7oJlaZ8YynfOMo2v1Ju+u2qTbOrpgvAIyRJQpKo440oyjeW8o2jbPMr5Rbr/NJi0U2orGazWXQTKk35xlK+cZRtfqUsrHsaaX+Vt3Y7BbekehYX05UW/RPFUL6xlG8cZZtfKQurOuCPow7MYynfWMo3jrLNr5SFVZ3wx1En5rGUbyzlG0fZ5lfKwqot1jhaK42lfGMp3zjKNr9SFlZtscbRWmks5RtL+cZRtvmVsrBqizWO1kpjKd9YyjeOss2vlIVVW6xxtFYaS/nGUr5xlG1+pSys+xNtsUbRWmks5RtL+cZRtvmVsrDO1tMP+LautliHTWulsZRvLOUbR9nmV8rCelAdQ4TRP00s5RtL+cZRtvmVprD238T8wIEDAOzZs6eo5lTW0tISoN0+UZRvLOUbR9nmV5rC2m9qqpTNLgVlG0v5xlK+cZRtfqVMKr31nkRQtrGUbyzlG0fZ5qfCKkdQtrGUbyzlG0fZ5lfKwjo5OVl0EypL2cZSvrGUbxxlm18pC2u32y26CZWlbGMp31jKN04VszWzuwO/AzwYuAtwM3AxcJa7zw863VIW1kajUXQTKkvZxlK+sZRvnKpla2Y/B/wT0AAsG3w/4BHAC8zsUe5+40DT3sZ+87HZwd5rs5ltMaZsl7KNpXxjKd84AdkW+iGZ2ReBBwFnZ4+nAq8CTgNOAf7G3X95kGmXcotVRETkKP0U8CF3f7mZ7QJuBVaBJwD/Bzh90AlPbGPcg4P+kWHbv38/+/fvL7oZlaRsYynfWMo3zpCzHYd6cjNwkpndjbSYArTcfRW4FNg16IRLucXaarWKbkJlKdtYyjeW8o1TwWwvAF4MXJc9d+Cz2e/3AW4adMLb2WIdG+12m3a7XXQzKknZxlK+sZRvnFFma2bnmNkPzewrG7xuZnaWmV1jZleZ2U/3vXaGmX0z+zljkz/zatKTlwBWgD92938xsxpwBfDGQdtfyi3Wqp2dNk6UbSzlG0v5xhlxth8A3gl8cIPXnwSckP08DHgP8DAzmwVeD5xMugV6hZmd7+4H1k4gu5zmydnx1SV3X8qGd4FXHk3jS7nF2u12K3lN1ThQtrGUbyzlG2eU2br7vwGbHdB9GvBBT10K7Daz40jP6L3Y3fdnxfRitjgJyd0PAfc0sz80s4+Y2Z3N7Hlmdr9B27+tLdbV1VU6nQ5JklCr1VhZWcHMMDOWl5ep1+t0Oh1mZmZYWFjY8LHVatFut2k0GnS7XSYmJg5Pv1arkSQJzWaTxcXFdadx8OBBWq0Wc3NzTE9Ps7S0xNTUFO6OuzM5OUm326XRaNBut7dsT7PZLHye+h+LnKf+bKsyT+P0Oa2urrK4uMj09HRl5mmcPqf+5bcq8zQun9N62Q4yT7Ozs8O4ZGcfcH3f8xuyYRsN35CZPQq4CGiSbuWeAfwZ6THY5w3SuFJusYqISHklSVI3s8v7fl60zUmsV5l9k+GbeSvpMdYrAdy9A/wb8OhttulHjdtGBxHzwLGD/qFhmp9Pe5ravXt3wS2pHmUbS/nGKjpfe83mW2L+lrHpZ2fbhpztQWDTCZnZvYAL3P1B67z2PuASd/9w9vzrwGN7P+7+a+uNt8HfuRX4JHAL8DJ3nzSz9wBnuPtAp0KXcou1VqtRq9WKbkYlKdtYyjeW8o0zZtmeDzwvOzv44cBBd/8e6S7dJ5rZHjPbAzwxG7aZOeDuvSfZWcGPAL4/aONKeVZwkiSA7mQfQdnGUr6xlG+cUWZrZh8m3frca2Y3kJ7pWwNw9/cCFwJPBq4BFoEXZK/tN7M3A5dlk3qTu2/Vq8WngV8FTsyeXwvcFXjvwO0v467g3rVUzWaz4JZUj7KNpXxjFZ1vlXcFDznbLXcFj0p2ic75pFupPV8Anuruc4NMs5RbrIuLi4C+nCIo21jKN5byjVPVbLOt3EcDDwHuBXwHuMKP4s7upSys2s0TR9nGUr6xlG+cKmebFdHLsx/M7H5mdpfsetptK2VhXVhYAGB6errgllSPso2lfGMp3zg7LNtXkV7DOjnIm0tZWKu85lQ0ZRtL+cZSvnGqlm12o/ON3OVopl3KwrrD1pxGStnGUr6xlG+cCmZ7CVt3HjGQUhbWqq05jRNlG0v5xlK+cSqabRdY75Y9LY6iPpayg4iFhYXDa08yXMo2lvKNpXzjVDDb64CL3H3P2h/gb49mwtpilSMo21jKN5byjVPBbC8hveXceuaA7w464VIW1gru6x8byjaW8o2lfONULVt3f8Emr/0O8DuDTruUhbUqH+w4UraxlG8s5RtH2eZXymOsS0tLLC0tFd2MSlK2sZRvLOUbR9nmV8ot1qmpUja7FJRtLOUbS/nGUbb5lXKL1d05im4cZRPKNpbyjaV844w6WzM73cy+bmbXmNkr13n9T83sP7Kfb5jZfN9rK32vnT+yRmdKuQqif5w4yjaW8o2lfOOMuKhOAu8CngDcAFxmZue7+9V97Xl53/gvBU7qm0Tb3U8kBzM71t0PrjP8eHf/9iDtL+UW6+TkJJOTA3XhKFtQtrGUbyzlG2fE2T4UuMbdr3X3JeA84GmbjP+LwIcH/FtfMbPH9Q8ws18Fvjzg9La3xbq6ukqn0yFJEmq1GisrK5gZZsby8jL1ep1Op8PMzAwLCwsbPrZaLdrtNo1Gg263y8TExOHp12o1kiSh2WyyuLi47jRuvvlmms0mSZIwPT3N0tISU1NTh3dVTE5O0u12aTQatNvtLdvTm1aR89T/WOQ83XzzzbRaLZIkqcw8jdPntLy8zOLiIlNTU6Wep2vvfPym3xXHXXd1IfPUv/wWsextZf/+/aX9f1ov20E+p9nZWcw2v28tsA+4vu/5DWxwzamZ3RM4HviXvsHTZnY5sAy81d3/YYu/9Wkzeyfwp8BZwFNIb6A+kFJusdbrdRqNRtHNqKR6vU69Xi+6GZWlfGMp3zjDzDZJkrqZXd7386I1o6xXeTfaF/0c4GPuvtI37B7ufjLwS8Cfmdl9NmnOY4BvAS/JHv8L6Y3OfzrPvKzHtrHffB44dtA/NExzc+lN3e94xzsW3JLqUbaxqpLv1Xc4btPXH3jr90bUkiMVna+9ZvMtMX9LeY8BDznbg8DujV40s58F3uDup2XPXwXg7n+0zrhXAr/h7p/fYFofAC5w949t8vdeCJxNWtDbwNPd/eLcc7NGKbdYZ2Zmqti91lhQtrGUbyzlG2fE2V4GnGBmx5tZnXSr9HZn95rZjwN7SLcwe8P2mFkj+30v8Ejg6rXv7Rv/H0mL6iLwQaAO/JOZvXfQxpeysFawM+ixoWxjKd9YyjfOKLN192XSXbMXAV8DPuruXzWzN5nZU/tG/UXgPD9y1+sDgMvN7MvAZ0iPsW5YWEl3/V4KPNjdnw88inSX8K8O2v5SXm6jNdI4yjaW8o2lfOOMOlt3vxC4cM2w1615/oZ13vd54Ce38adeC/yRu69m7/+imT0YePt229xTysJatc6gx4myjaV8YynfOFXN1t3fss6wNvDrg06zlIVVa6VxlG0s5RtL+cZRtvmVsrBWdc1pHCjbWMo3lvKNo2zzK2Vh1ZpTHGUbS/nGUr5xlG1+pSysWnOKo2xjKd9YyjdO1bM1s2ng3lucQZxLKS+3aTabNJvNoptRSco2lvKNpXzjVDVbM2ua2V8Ch4Crsmtnv5V17D+QUhbWJElIkqToZlSSso2lfGMp3zgVzvbNwAtI66Fld7Q5APy3QSdYysJaq9Wo1WpFN6OSlG0s5RtL+capcLbPBK4A3tM37MvA/QadYCmPsa6srGw9UqBx7Sd1GIrOtuqUbyzlG6fC2e4B/hVY6hvWZP0bAeRSysKa45ZDMiBlO3xV7ph93Gj5jVPhbP8TOB24EsDMfgN4OvAfg05QhbXkhv2lrWylzLT8xqlwtm8B/gF4Qvb8LNKt1bcOOsFSFtbl5eWim1BZylbKTMtvnKpm6+7nm9mTgJcB9wS+A7zT3f9p0GmWsrBW4UbG47p7sArZys6l5TfOqLM1s9OBdwCTwPvd/a1rXn8+8MfAjdmgd7r7+7PXzgD+Rzb8D9z93M3+lrtfRHonnaEoZWHtdDrA9nsCGddiNk4GzVZkHGj5jTPKbM1sEngX6e7ZG4DLzOz8dTpv+Ii7v2TNe2eB1wMnAw5ckb33wAZ/qwb8MnAS0D9z7u4vHKT92yqsq6urdDodkiShVquxsrKCmWFmLC8vU6/X6XQ6zMzMsLCwsOFjq9Wi3W7TaDTodrtMTEwcnn6tViNJEprNJouLi+tOI0kSWq0Wc3NzTE9Ps7S0xNTUFO6OuzM5OUm326XRaNButw+/dyuHDh3KNU9bmZ+f33KetnLgwIGRzlN/tjMzM8zNzR3159T/uJ3PaaPHZrNZ+LI3yDzl+ay3mqfmm7e+MP/Qqw9tOU8/OP5Bm07jnt+7ZmTzFPE59S+/2/mc9v7PvZvOz8JrFnIte1vZv39/af+f1st2kM9pdnY2z/HahwLXuPu1AGZ2HvA0NrlheZ/TgIvdfX/23otJT0768Abjnws8m9ufBexAfGEt0lZfLLe+8tYRtaTa2u02ZqZdalJKWn7jDDPbJEnq09PTl/cNOtvdz+57vg+4vu/5DcDD1pnUz5vZzwHfAF7u7tdv8N59mzTnKcAc8EHgtvxzsbFtFdaJiQlarRatVmvDcXprbb3+JDd63KxrrN40euPk6ZvymGOOWXd4r615prFr165N25O3j8zdu3dvOI28XYLt2bNnw9ci5qn3uG/fviOeD/I5bfS42Rr92nna6LGoZe9o5mkrm33W29ntttG4/fP0gxzTGNU8RXxOa5ffYX1Oeb/3tjI7O7vlNMb1/2mjbAf5nBqNxpK7n7zhG9e/hnTtsbp/BD7s7omZvZh0y/PUnO/t903ganf/nU3G2ZbSbLHKaFS9o20ZHxEdrWj5jTPibG8A7t73/G7ATf0juPtc39O/AN7W997HrnnvJZv8recCnzWzD5Nu+fZ6wnB3f/N2Gw4qrLKGTvqQMtPyG2fE2V4GnGBmx5Oe9fsc4Jf6RzCz49y9t/b1VOBr2e8XAX9oZr3dJk8EXrXJ33oRae9Lz+qfPOlWrgqrDGars6WhfGdM6wzwnUlbrHFGma27L5vZS0iL5CRwjrt/1czeBFzu7ucDLzOzpwLLwH7g+dl795vZm0mLM8CbeicybeBMoAt8HpgfRvtVWEWkMrTFGmfU2br7hcCFa4a9ru/3V7HBlqi7nwOck/NPXQdc5u4vGLCpt6PCKmOlilvPMjraYo1T4Ww/BrzczL5B2m/w4bsNZFvG26bCKiKlVrXd/uO6cpn3jPASeh3p8dQ/WDPcGbBGqrCKbGBcv+BEitBut4H8lwyWyHfZ/HKcbVNhFRGRLTUajaKbEMLd7zXsaaqwiojIlrrdbtFNCGFm99joNXf/7iDTVGEVEZEt9foBrqBvbzBcx1ileBE96YiIBBv6HdwruwoiIiLDs7q6yurqatHNGDp3n+j9kG5snkR62c1LNn/nxlRYRURkS7VajVqtVnQzQrn7qrt/mbRjilcMOh3tChYRkS0lSQJUr3crM1vbQ9MdgCcD7UGnqcIqIiJbquD1qz3PJz1Rae2x1vcNOkEVVhER2dLi4iIwugJrZqcD7yDthP/97v7WNa//NmkH+svAzcCvuPt12WsrwP/NRv2uuz91kz/1Jo7sIGIBuNLd/3nQtquwiohU0LDP0h/lLmAzmwTeBTyB9P6ql5nZ+e5+dd9oVwInu/uimf134P8Hnp291nb3E/P8LXd/w/BanlJhFRGRLY24E/6HAte4+7UAZnYe8DTgcGF198/0jX8p6Q3Lc1nnuOp63N1fmHea/bZVWFdXV+l0OiRJQq1WY2VlBTPDzFheXqZer9PpdJiZmWFhYWHDx1arRbvdptFo0O12D194vLq6Sq1WI0kSms0mi4uLh9+zldtuuw13x92ZnJyk2+3SaDRot9u5p3Ho0KFc87SV+fn5LedpKwcOHGBqamok85THqOYpj2HM08LCwpbLXh7DmKcDBw5s+f+UxzDmaWFhgaWlpbGYp/379+f6jhjGPG1lcXEx1/feMOYpj1HOU+97L0kSZmZmmJubO6rv8tnZWcy2vHR0H3B93/MbgIdtMv4LgU/1PZ82s8tJdxO/1d3/Yc34z2f946r9PJvutmmLVUREttRutzEz6vX6UU8rSZL69PT05X2Dznb3s/uer1fw1u0o38yeC5wMPKZv8D3c/SYzuzfwL2b2f939W32vv3HQtuexrcI6MTFBq9Xa9PZBvbW23u6CjR43WzPrTaM3Tp5dD8ccc8y6w3ttzTONXbt2bdqevLtAdu/eveE08q6R7tmzZ8PXqjxPeQxjnjbauihinjabxnaOa+WZpx/kmMZmf3OU8zQ7O7vlNPJ8TsOYp7zfe1vJM0955JmnrT7r7X6X79u374jnR/Nd3mg0ltz95E2adwNw977ndwNuWjuSmT0eeA3wGHdPesPd/abs8Vozu4S004dv9b0eWljVQYSIiGxpYWEh96GjIbgMOMHMjjezOvAc4IibjpvZSaSXxDzV3X/YN3yPmTWy3/cCj6Tv2Ox6zOzZZvZZM7vezP7dzJ692fhb0a5gERHZ0ijPCnb3ZTN7CXAR6eU257j7V83sTcDl7n4+8MfALuDvsmO2vctqHgC8z8xWSTce37rmbOIjZLuSz+VHu5/3AY8ws7q7//Ug7VdhFRGRLY34rGDc/ULSrgX7h72u7/fHb/C+zwM/uY0/9QrSXpZeTdpH8P2Bt2TDVVhFRCTGqApqAe4LnOfuZ2XPP21mDwaeNegEdYxVRES2tLS0xNLSUtHNiPAD4FFmdjeA7PGRwA83fdcmVFhFRGRLU1NTTE1VcifnJ4D7AdeZ2SHgOuCEbPhAVFhFRGRLvY4oKuj1wMdIT15qZY8fz4YPpJKrHyIiMlxVK6pmtsfdD7j7IvAsM7sTcC/gO+5+89FMW4VVRES2NDk5WXQThu17ZnYh8CHggqyYHlVB7dGuYBER2VK326Xb7RbdjGGqk3bs/3fA983svWb26GFMWIVVRES21Gg0aDQaRTdjmB4KnAV8D9gNvAi4xMy+bWZvNrP7Dzph28Z+82XSHjAKMd+e3/T13c3b92UbMQ2AlfmDm74+ufvYkbVlFLnknc4ocsnblnHKZZzaMozPaFjTGVZbxum7oYqfdc/q6irA4TvYHKUVxuRQpKXdNp0K/CLwX0mLrJPeNm6gNm6nsC6SbjofGuQPDVuSJPVGo1HJi6qKpmxjKd9YyjfOkLLdBSyRnoE7VszsccB7SDuNcHcfaGNyO4V1rJjZ5VvcHUEGpGxjKd9YyjdOFbM1sxNJt1afQ3oXnV6fwd9x93sPMs2x2BQXEREZJTN7HWlBvV9vEDBPek3rh9z93wadtgqriIjsRG/IHpdIO/vvXXZz1IcRylxYz956FBmQso2lfGMp3zhVyvazpMX0o+6+9Rlj21DaY6wiIiLjSNexioiIDFElC2t2XZIEMLPK3pRxnGgZFimvShVWM/txM9vn7q4vpuEzs9OBPzezt5tZpbpgGRdmdjykF9AV3Zaq0XeCjEplCquZPRX4Z+C1ZnZvFdfhMrNTgHcA/0h6E+CBb6kk6zOz04DzzOxuWnaHy8yeALzGzN7UWylUxhKlEoXVzI4BfgX4MPBN4GUqrsOTZfhM4H3ufj7wW0DLzF5oZnc3s1qxLSw/M/v/gNcCr3T3G7TFOjxm9iTgz4FvAacA7wbtFZA4lTkr2MzuCewnvdj36cAxwDvd/ZpCG1YRZvYC4BnA3wNvB84l7fbrBuDd7v6VAptXWtlKSwu4EfiYu59pZncDHgccC3wC+L67V+q2IqNiZncG/hb4U3f/X9lK4GdJV2A+U2zrpKpKXVjN7H7AQWC1/8a0ZnYy6e2AjgF+H3gwafdUPyykoSWV5XsrkACrwPOAnyJd2X+RmU0AHwCuc/fXFtbQCjCzh5DuZv8L4BHA54GHk25lvcPdv15g80orO9nuZ0jznHD3rpn9Dem1i58stnVSVaXdFWxm/wX4NPBG4J/M7Gd6r7n75cAnge8C/wpcDDSLaGdZrcn3YuB4d/9z4F3Aspnd3d1XgS8AdTOr3F2Qo/WfYe3uVwBPAV4NXOLurweeBMwCzy6mheVlZvcxsx8Dmu7+7+6+0rfVfx3pDUUws1PM7O6FNVQqqXSF1VJ7gVcCv+LuLwbeS3rSx+N642XF9e7AjwGPdPfrCmlwyayT76+R9rbycTN7PHAtMA38ppn9EfCbwLnuvlJYo0soO6b6NjN7YG+Yu/8f4K7u/hYzs74Vl67OFcgvO3v974G3An+f7Xkh28MC6a73hpk9E3gf6S3CRIamdF0aZicc3GJmVwFTZjbp7n9hZm3g/Wb2C+5+uZkdCzwa+K86/pffBvmebWaLpAX2dOB/kmb7AOBp2k25PWb2k8BfAV8HbkprqH8NoHdIIzvx7leAFwC/qBNt8jGzR5DevPoFwFeAlwC/THpi2CTpIY3vAq8g7XD9Ge5+QzGtlaoqXWHN1twngJuBx5BeYoO7f8jMdgHvMLOnuvucmT1iGB0q7yRb5HsH4P3Ak939K9lWlb7wt2+VdPfud0n3DPyCmf1dr7iaWRP4CeCFwHN7w2Vz2bJ7PPAGd/9cNuxrpHcwoW9X8I3AnYFfUrYSobQnL2Vn+30cuIT0OOBKtpb/fuB33H1eX/yD2yTfc4DfHnan1TtJtktyl7vfamYnkJ5gdz3wd+5+tZm13H3RzPa4+4FiW1su2XHrvb2t0OwM6/e7++nZ85ls1GPc/fsFNVMqrhSFtVcg+x5r2dl9xwEfAT4HfJH0RI9XAo/SGcD5Kd9imdmPA78LfBm4K2kHHI/X3pajZ2lPVp9y9/tnl4w9Fnihuy8X2zKpslIU1h4zO9Hd/yP7fcrdl7MTbX4FOA54IPAKHVMdjPKNsc6Ky+E9KX3DWqSXhOwGnt77HGRzm2WbvX4H4BzS+23+GukJeV8tqr2yM5SisGbHTo4FrgZe5O4XZMMn3H21759qxt0XCm1sCSnf0ehfcVnntYcBF5HuDdCKyzZtke23gQXgWe5+9WhbJjvR2F5u0395gafmSc/su192SchkdjlCv8WRNrLElO/oZHnuBi40s6dsMNr3gQerqG7PVtmaWZ30OuyfV1GVURnbwtq3q+z0vsFXkXZXeFd3X+kVh964OlEpP+UbK8+KS//47n6d61rrXPJmm+1pWQJe7LokTEZo7Apr758m+wcx4OVm9gkzexHwDeCjwB+ZWV1f9NunfEdjOysusj15s+1bIVy750Uk1FgV1jUnHpwAzLj7acCfAfuAy0mPBd6T9Do02QblG08rLnGUrZTFWHUQ0bcm+uukF8d/w8zuSNo7yr+a2ZdIe/45njFbKSgD5RtrnRWXm9z9NDN7DHAq6YrLB/jRiot6/MlJ2UqZjMVZwWZ2jLvflv3+aNJ7Jz4duIn0FmWPBR7u7guWXgA+5e6Himpv2Sjf0epfcQF6Ky4Llt7Y4HTSOy89yt2/W2AzS0nZShkUvlViZvcBXms/ujvNAeDz7v4doOvuL+VHx09w946+9PNTvvHM7Ji+3x8NvAj4eeAM0v6AL7X0UqX/RdoRxAP1xZ+PspUyKrywkh7TWwWeYWYnkt6s/DQze0rfrp8fkHagLdunfANpxSWOspWyKqywZtee9W6V9dfACvBc0iJwBvBXZvZKM3sN6a7KSwtqaikp35HRikscZSulVMgxVkvv6/lu4FPAh0hPNHDgxUADeAdwF+A0YA/p/T51F4qclG88M9udXT+Jmf0E8BygCfwJcF/gE6THrydJd10+x92/UVBzS0XZStkVVVhPJN1CWgJeTXqz7LcB9ye9XdmdgT9z9+tH3rgKUL6xtOISR9lKFRRyuY27/4eZ/TTwr8CtwBOBU4CHkO7+ORGYMLPfJz2WUvypyyWifMPdAtyD9Gba3wT+lnTFZRfpisvvkq64vK2wFpaXspXSK+w6Vk/vO/lk4H8Dv+nu55jZucCDSQvBJ123zRqY8o2jFZc4ylaqoPDrWLMz/j4NvMbd311oYypI+cbJsu2tuHzA0j5q+1dctItyQMpWyqzwwgpgZg8BLgPOdPdzim5P1SjfOFpxiaNspazGoktDd78i+/LXbckCKN847n5ZdsLNZWbW0YrL8ChbKaux2GIVKTszOwlY1O3Jhk/ZStmosIqIiAzROHRpKCIiUhkqrCIiIkOkwioiIjJEKqwiIiJDpMIqIiIyRCqsIiIiQ6TCKiIiMkT/D5onpAMF/Ed4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='charles')#,gridcolor='black')\n",
    "mpf.plot(daily, type='candle',volume=True,style=s)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "### but `gridcolor='k'` fails to override the gray grid:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x414 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = mpf.make_mpf_style(base_mpf_style='charles',gridcolor='k')\n",
    "mpf.plot(daily, type='candle',volume=True,style=s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
